Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.9 KiB |
| Average record size in memory | 193.3 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 15 |
SKU has a high cardinality: 100 distinct values | High cardinality |
Price is highly overall correlated with SKU | High correlation |
Availability is highly overall correlated with SKU | High correlation |
Number of products sold is highly overall correlated with SKU | High correlation |
Revenue generated is highly overall correlated with SKU | High correlation |
Stock levels is highly overall correlated with SKU | High correlation |
Lead times is highly overall correlated with SKU | High correlation |
Order quantities is highly overall correlated with SKU | High correlation |
Shipping times is highly overall correlated with SKU | High correlation |
Shipping costs is highly overall correlated with SKU | High correlation |
Lead time is highly overall correlated with SKU | High correlation |
Production volumes is highly overall correlated with SKU | High correlation |
Manufacturing lead time is highly overall correlated with SKU | High correlation |
Manufacturing costs is highly overall correlated with SKU | High correlation |
Defect rates is highly overall correlated with SKU | High correlation |
Costs is highly overall correlated with SKU | High correlation |
Product type is highly overall correlated with SKU | High correlation |
SKU is highly overall correlated with Price and 22 other fields | High correlation |
Customer demographics is highly overall correlated with SKU | High correlation |
Shipping carriers is highly overall correlated with SKU | High correlation |
Supplier name is highly overall correlated with SKU | High correlation |
Location is highly overall correlated with SKU | High correlation |
Inspection results is highly overall correlated with SKU | High correlation |
Transportation modes is highly overall correlated with SKU | High correlation |
Routes is highly overall correlated with SKU | High correlation |
SKU is uniformly distributed | Uniform |
SKU has unique values | Unique |
Price has unique values | Unique |
Revenue generated has unique values | Unique |
Shipping costs has unique values | Unique |
Manufacturing costs has unique values | Unique |
Defect rates has unique values | Unique |
Costs has unique values | Unique |
Reproduction
| Analysis started | 2023-08-09 10:12:54.514497 |
|---|---|
| Analysis finished | 2023-08-09 10:13:32.719998 |
| Duration | 38.21 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Product type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| skincare | |
|---|---|
| haircare | |
| cosmetics |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.26 |
| Min length | 8 |
Characters and Unicode
| Total characters | 826 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | haircare |
|---|---|
| 2nd row | skincare |
| 3rd row | haircare |
| 4th row | skincare |
| 5th row | skincare |
Common Values
| Value | Count | Frequency (%) |
| skincare | 40 | |
| haircare | 34 | |
| cosmetics | 26 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| skincare | 40 | |
| haircare | 34 | |
| cosmetics | 26 |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 126 | |
| a | 108 | |
| r | 108 | |
| i | 100 | |
| e | 100 | |
| s | 92 | |
| k | 40 | 4.8% |
| n | 40 | 4.8% |
| h | 34 | 4.1% |
| o | 26 | 3.1% |
| Other values (2) | 52 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 826 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 126 | |
| a | 108 | |
| r | 108 | |
| i | 100 | |
| e | 100 | |
| s | 92 | |
| k | 40 | 4.8% |
| n | 40 | 4.8% |
| h | 34 | 4.1% |
| o | 26 | 3.1% |
| Other values (2) | 52 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 826 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 126 | |
| a | 108 | |
| r | 108 | |
| i | 100 | |
| e | 100 | |
| s | 92 | |
| k | 40 | 4.8% |
| n | 40 | 4.8% |
| h | 34 | 4.1% |
| o | 26 | 3.1% |
| Other values (2) | 52 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 826 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 126 | |
| a | 108 | |
| r | 108 | |
| i | 100 | |
| e | 100 | |
| s | 92 | |
| k | 40 | 4.8% |
| n | 40 | 4.8% |
| h | 34 | 4.1% |
| o | 26 | 3.1% |
| Other values (2) | 52 |
SKU
Categorical
HIGH CARDINALITY HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| SKU0 | 1 |
|---|---|
| SKU63 | 1 |
| SKU73 | 1 |
| SKU72 | 1 |
| SKU71 | 1 |
| Other values (95) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9 |
| Min length | 4 |
Characters and Unicode
| Total characters | 490 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 100 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | SKU0 |
|---|---|
| 2nd row | SKU1 |
| 3rd row | SKU2 |
| 4th row | SKU3 |
| 5th row | SKU4 |
Common Values
| Value | Count | Frequency (%) |
| SKU0 | 1 | 1.0% |
| SKU63 | 1 | 1.0% |
| SKU73 | 1 | 1.0% |
| SKU72 | 1 | 1.0% |
| SKU71 | 1 | 1.0% |
| SKU70 | 1 | 1.0% |
| SKU69 | 1 | 1.0% |
| SKU68 | 1 | 1.0% |
| SKU67 | 1 | 1.0% |
| SKU66 | 1 | 1.0% |
| Other values (90) | 90 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| sku0 | 1 | 1.0% |
| sku12 | 1 | 1.0% |
| sku2 | 1 | 1.0% |
| sku3 | 1 | 1.0% |
| sku4 | 1 | 1.0% |
| sku5 | 1 | 1.0% |
| sku6 | 1 | 1.0% |
| sku7 | 1 | 1.0% |
| sku8 | 1 | 1.0% |
| sku9 | 1 | 1.0% |
| Other values (90) | 90 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 100 | |
| K | 100 | |
| U | 100 | |
| 6 | 20 | 4.1% |
| 3 | 20 | 4.1% |
| 7 | 20 | 4.1% |
| 2 | 20 | 4.1% |
| 1 | 20 | 4.1% |
| 9 | 20 | 4.1% |
| 8 | 20 | 4.1% |
| Other values (3) | 50 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 300 | |
| Decimal Number | 190 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 20 | |
| 3 | 20 | |
| 7 | 20 | |
| 2 | 20 | |
| 1 | 20 | |
| 9 | 20 | |
| 8 | 20 | |
| 5 | 20 | |
| 4 | 20 | |
| 0 | 10 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 100 | |
| K | 100 | |
| U | 100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 300 | |
| Common | 190 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 20 | |
| 3 | 20 | |
| 7 | 20 | |
| 2 | 20 | |
| 1 | 20 | |
| 9 | 20 | |
| 8 | 20 | |
| 5 | 20 | |
| 4 | 20 | |
| 0 | 10 |
Latin
| Value | Count | Frequency (%) |
| S | 100 | |
| K | 100 | |
| U | 100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 490 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 100 | |
| K | 100 | |
| U | 100 | |
| 6 | 20 | 4.1% |
| 3 | 20 | 4.1% |
| 7 | 20 | 4.1% |
| 2 | 20 | 4.1% |
| 1 | 20 | 4.1% |
| 9 | 20 | 4.1% |
| 8 | 20 | 4.1% |
| Other values (3) | 50 |
Price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.462461 |
| Minimum | 1.699976 |
|---|---|
| Maximum | 99.171329 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.699976 |
|---|---|
| 5-th percentile | 4.0507218 |
| Q1 | 19.597823 |
| median | 51.239831 |
| Q3 | 77.198228 |
| 95-th percentile | 96.396366 |
| Maximum | 99.171329 |
| Range | 97.471353 |
| Interquartile range (IQR) | 57.600405 |
Descriptive statistics
| Standard deviation | 31.168193 |
|---|---|
| Coefficient of variation (CV) | 0.63013833 |
| Kurtosis | -1.3734706 |
| Mean | 49.462461 |
| Median Absolute Deviation (MAD) | 28.292667 |
| Skewness | -0.022538919 |
| Sum | 4946.2461 |
| Variance | 971.45624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 69.80800554 | 1 | 1.0% |
| 13.01737679 | 1 | 1.0% |
| 83.85101768 | 1 | 1.0% |
| 90.20442752 | 1 | 1.0% |
| 6.381533163 | 1 | 1.0% |
| 47.91454182 | 1 | 1.0% |
| 54.86552852 | 1 | 1.0% |
| 37.93181238 | 1 | 1.0% |
| 87.75543235 | 1 | 1.0% |
| 26.03486977 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1.699976014 | 1 | |
| 2.397274706 | 1 | |
| 3.037688725 | 1 | |
| 3.170011414 | 1 | |
| 3.526111259 | 1 | |
| 4.078332863 | 1 | |
| 4.156308359 | 1 | |
| 4.324341186 | 1 | |
| 4.805496036 | 1 | |
| 6.306883176 | 1 |
| Value | Count | Frequency (%) |
| 99.17132864 | 1 | |
| 99.11329162 | 1 | |
| 98.03182966 | 1 | |
| 97.76008558 | 1 | |
| 97.44694662 | 1 | |
| 96.34107244 | 1 | |
| 95.71213588 | 1 | |
| 92.99688423 | 1 | |
| 92.55736081 | 1 | |
| 91.12831835 | 1 |
Availability
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 63.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.4 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.95 |
| Q1 | 22.75 |
| median | 43.5 |
| Q3 | 75 |
| 95-th percentile | 96.05 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 52.25 |
Descriptive statistics
| Standard deviation | 30.743317 |
|---|---|
| Coefficient of variation (CV) | 0.63519249 |
| Kurtosis | -1.3319932 |
| Mean | 48.4 |
| Median Absolute Deviation (MAD) | 27.5 |
| Skewness | 0.18361821 |
| Sum | 4840 |
| Variance | 945.15152 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 4 | 4.0% |
| 55 | 3 | 3.0% |
| 75 | 3 | 3.0% |
| 29 | 3 | 3.0% |
| 16 | 3 | 3.0% |
| 56 | 3 | 3.0% |
| 23 | 3 | 3.0% |
| 90 | 3 | 3.0% |
| 26 | 3 | 3.0% |
| 34 | 3 | 3.0% |
| Other values (53) | 69 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 3 | 1 | 1.0% |
| 5 | 2 | |
| 6 | 1 | 1.0% |
| 9 | 2 | |
| 10 | 2 | |
| 11 | 4 | |
| 12 | 1 | 1.0% |
| 13 | 1 | 1.0% |
| 14 | 2 |
| Value | Count | Frequency (%) |
| 100 | 1 | 1.0% |
| 99 | 1 | 1.0% |
| 98 | 1 | 1.0% |
| 97 | 2 | |
| 96 | 1 | 1.0% |
| 95 | 2 | |
| 94 | 1 | 1.0% |
| 93 | 2 | |
| 91 | 1 | 1.0% |
| 90 | 3 |
Number of products sold
Real number (ℝ)
| Distinct | 96 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 460.99 |
| Minimum | 8 |
|---|---|
| Maximum | 996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 60.5 |
| Q1 | 184.25 |
| median | 392.5 |
| Q3 | 704.25 |
| 95-th percentile | 960.15 |
| Maximum | 996 |
| Range | 988 |
| Interquartile range (IQR) | 520 |
Descriptive statistics
| Standard deviation | 303.78007 |
|---|---|
| Coefficient of variation (CV) | 0.65897324 |
| Kurtosis | -1.2513936 |
| Mean | 460.99 |
| Median Absolute Deviation (MAD) | 241.5 |
| Skewness | 0.28141802 |
| Sum | 46099 |
| Variance | 92282.333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 336 | 2 | 2.0% |
| 320 | 2 | 2.0% |
| 134 | 2 | 2.0% |
| 963 | 2 | 2.0% |
| 246 | 1 | 1.0% |
| 637 | 1 | 1.0% |
| 32 | 1 | 1.0% |
| 511 | 1 | 1.0% |
| 163 | 1 | 1.0% |
| 513 | 1 | 1.0% |
| Other values (86) | 86 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 24 | 1 | |
| 25 | 1 | |
| 29 | 1 | |
| 32 | 1 | |
| 62 | 1 | |
| 65 | 1 | |
| 79 | 1 | |
| 83 | 1 | |
| 93 | 1 |
| Value | Count | Frequency (%) |
| 996 | 1 | |
| 987 | 1 | |
| 980 | 1 | |
| 963 | 2 | |
| 960 | 1 | |
| 946 | 1 | |
| 933 | 1 | |
| 919 | 1 | |
| 916 | 1 | |
| 913 | 1 |
Revenue generated
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5776.0482 |
| Minimum | 1061.6185 |
|---|---|
| Maximum | 9866.4655 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1061.6185 |
|---|---|
| 5-th percentile | 1835.248 |
| Q1 | 2812.8472 |
| median | 6006.352 |
| Q3 | 8253.9769 |
| 95-th percentile | 9571.8604 |
| Maximum | 9866.4655 |
| Range | 8804.8469 |
| Interquartile range (IQR) | 5441.1298 |
Descriptive statistics
| Standard deviation | 2732.8417 |
|---|---|
| Coefficient of variation (CV) | 0.47313347 |
| Kurtosis | -1.4175921 |
| Mean | 5776.0482 |
| Median Absolute Deviation (MAD) | 2472.9427 |
| Skewness | -0.17382939 |
| Sum | 577604.82 |
| Variance | 7468424 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8661.996792 | 1 | 1.0% |
| 4256.949141 | 1 | 1.0% |
| 7910.886916 | 1 | 1.0% |
| 2633.121981 | 1 | 1.0% |
| 8180.337085 | 1 | 1.0% |
| 7014.887987 | 1 | 1.0% |
| 1752.381087 | 1 | 1.0% |
| 3550.218433 | 1 | 1.0% |
| 9473.798033 | 1 | 1.0% |
| 8367.721618 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1061.618523 | 1 | |
| 1229.591029 | 1 | |
| 1292.458418 | 1 | |
| 1605.8669 | 1 | |
| 1752.381087 | 1 | |
| 1839.609426 | 1 | |
| 1889.07359 | 1 | |
| 1912.465663 | 1 | |
| 1935.206794 | 1 | |
| 2021.14981 | 1 |
| Value | Count | Frequency (%) |
| 9866.465458 | 1 | |
| 9692.31804 | 1 | |
| 9655.135103 | 1 | |
| 9592.63357 | 1 | |
| 9577.749626 | 1 | |
| 9571.550487 | 1 | |
| 9473.798033 | 1 | |
| 9444.742033 | 1 | |
| 9435.762609 | 1 | |
| 9364.673505 | 1 |
Customer demographics
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Unknown | |
|---|---|
| Female | |
| Non-binary | |
| Male |
Length
| Max length | 10 |
|---|---|
| Median length | 7 |
| Mean length | 6.81 |
| Min length | 4 |
Characters and Unicode
| Total characters | 681 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Non-binary |
|---|---|
| 2nd row | Female |
| 3rd row | Unknown |
| 4th row | Non-binary |
| 5th row | Non-binary |
Common Values
| Value | Count | Frequency (%) |
| Unknown | 31 | |
| Female | 25 | |
| Non-binary | 23 | |
| Male | 21 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 31 | |
| female | 25 | |
| non-binary | 23 | |
| male | 21 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 139 | |
| e | 71 | |
| a | 69 | |
| o | 54 | 7.9% |
| l | 46 | 6.8% |
| U | 31 | 4.6% |
| w | 31 | 4.6% |
| k | 31 | 4.6% |
| F | 25 | 3.7% |
| m | 25 | 3.7% |
| Other values (7) | 159 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 558 | |
| Uppercase Letter | 100 | 14.7% |
| Dash Punctuation | 23 | 3.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 139 | |
| e | 71 | |
| a | 69 | |
| o | 54 | 9.7% |
| l | 46 | 8.2% |
| w | 31 | 5.6% |
| k | 31 | 5.6% |
| m | 25 | 4.5% |
| b | 23 | 4.1% |
| i | 23 | 4.1% |
| Other values (2) | 46 | 8.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 31 | |
| F | 25 | |
| N | 23 | |
| M | 21 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 23 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 658 | |
| Common | 23 | 3.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 139 | |
| e | 71 | |
| a | 69 | |
| o | 54 | 8.2% |
| l | 46 | 7.0% |
| U | 31 | 4.7% |
| w | 31 | 4.7% |
| k | 31 | 4.7% |
| F | 25 | 3.8% |
| m | 25 | 3.8% |
| Other values (6) | 136 |
Common
| Value | Count | Frequency (%) |
| - | 23 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 681 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 139 | |
| e | 71 | |
| a | 69 | |
| o | 54 | 7.9% |
| l | 46 | 6.8% |
| U | 31 | 4.6% |
| w | 31 | 4.6% |
| k | 31 | 4.6% |
| F | 25 | 3.7% |
| m | 25 | 3.7% |
| Other values (7) | 159 |
Stock levels
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 65.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.77 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16.75 |
| median | 47.5 |
| Q3 | 73 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 56.25 |
Descriptive statistics
| Standard deviation | 31.369372 |
|---|---|
| Coefficient of variation (CV) | 0.65667514 |
| Kurtosis | -1.2343435 |
| Mean | 47.77 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 0.10159282 |
| Sum | 4777 |
| Variance | 984.03747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 5 | 5.0% |
| 90 | 4 | 4.0% |
| 48 | 3 | 3.0% |
| 100 | 3 | 3.0% |
| 10 | 3 | 3.0% |
| 4 | 3 | 3.0% |
| 96 | 2 | 2.0% |
| 60 | 2 | 2.0% |
| 42 | 2 | 2.0% |
| 57 | 2 | 2.0% |
| Other values (55) | 71 |
| Value | Count | Frequency (%) |
| 0 | 1 | 1.0% |
| 1 | 2 | 2.0% |
| 2 | 1 | 1.0% |
| 4 | 3 | |
| 5 | 5 | |
| 6 | 1 | 1.0% |
| 9 | 1 | 1.0% |
| 10 | 3 | |
| 11 | 1 | 1.0% |
| 12 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 100 | 3 | |
| 98 | 1 | 1.0% |
| 97 | 2 | |
| 96 | 2 | |
| 95 | 1 | 1.0% |
| 93 | 2 | |
| 92 | 1 | 1.0% |
| 90 | 4 | |
| 89 | 1 | 1.0% |
| 86 | 1 | 1.0% |
Lead times
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.96 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 8 |
| median | 17 |
| Q3 | 24 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 8.7858012 |
|---|---|
| Coefficient of variation (CV) | 0.5504888 |
| Kurtosis | -1.1888488 |
| Mean | 15.96 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.12983854 |
| Sum | 1596 |
| Variance | 77.190303 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1 | 6 | 6.0% |
| 27 | 6 | 6.0% |
| 17 | 6 | 6.0% |
| 25 | 5 | 5.0% |
| 19 | 5 | 5.0% |
| 23 | 5 | 5.0% |
| 8 | 5 | 5.0% |
| 29 | 5 | 5.0% |
| 26 | 5 | 5.0% |
| 18 | 4 | 4.0% |
| Other values (19) | 48 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 3 | |
| 3 | 1 | 1.0% |
| 4 | 2 | 2.0% |
| 5 | 4 | |
| 6 | 2 | 2.0% |
| 7 | 3 | |
| 8 | 5 | |
| 9 | 2 | 2.0% |
| 10 | 3 |
| Value | Count | Frequency (%) |
| 30 | 2 | 2.0% |
| 29 | 5 | |
| 28 | 1 | 1.0% |
| 27 | 6 | |
| 26 | 5 | |
| 25 | 5 | |
| 24 | 3 | |
| 23 | 5 | |
| 22 | 2 | 2.0% |
| 20 | 2 | 2.0% |
Order quantities
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 61.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.22 |
| Minimum | 1 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 26 |
| median | 52 |
| Q3 | 71.25 |
| 95-th percentile | 88 |
| Maximum | 96 |
| Range | 95 |
| Interquartile range (IQR) | 45.25 |
Descriptive statistics
| Standard deviation | 26.784429 |
|---|---|
| Coefficient of variation (CV) | 0.54417776 |
| Kurtosis | -1.1192733 |
| Mean | 49.22 |
| Median Absolute Deviation (MAD) | 23.5 |
| Skewness | -0.10737313 |
| Sum | 4922 |
| Variance | 717.40566 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85 | 6 | 6.0% |
| 72 | 4 | 4.0% |
| 66 | 4 | 4.0% |
| 51 | 3 | 3.0% |
| 26 | 3 | 3.0% |
| 11 | 3 | 3.0% |
| 52 | 3 | 3.0% |
| 27 | 3 | 3.0% |
| 22 | 3 | 3.0% |
| 96 | 2 | 2.0% |
| Other values (51) | 66 |
| Value | Count | Frequency (%) |
| 1 | 1 | 1.0% |
| 2 | 1 | 1.0% |
| 4 | 1 | 1.0% |
| 6 | 1 | 1.0% |
| 7 | 2 | |
| 8 | 1 | 1.0% |
| 9 | 2 | |
| 10 | 2 | |
| 11 | 3 | |
| 15 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 96 | 2 | 2.0% |
| 95 | 1 | 1.0% |
| 94 | 1 | 1.0% |
| 88 | 2 | 2.0% |
| 85 | 6 | |
| 83 | 2 | 2.0% |
| 82 | 1 | 1.0% |
| 80 | 2 | 2.0% |
| 78 | 2 | 2.0% |
| 77 | 1 | 1.0% |
Shipping times
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.75 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3.75 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4.25 |
Descriptive statistics
| Standard deviation | 2.7242829 |
|---|---|
| Coefficient of variation (CV) | 0.47378833 |
| Kurtosis | -1.0712955 |
| Mean | 5.75 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.2815893 |
| Sum | 575 |
| Variance | 7.4217172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 8 | 16 | |
| 7 | 14 | |
| 9 | 11 | |
| 4 | 10 | |
| 6 | 10 | |
| 3 | 10 | |
| 1 | 10 | |
| 5 | 8 | |
| 10 | 6 | 6.0% |
| 2 | 5 | 5.0% |
| Value | Count | Frequency (%) |
| 1 | 10 | |
| 2 | 5 | 5.0% |
| 3 | 10 | |
| 4 | 10 | |
| 5 | 8 | |
| 6 | 10 | |
| 7 | 14 | |
| 8 | 16 | |
| 9 | 11 | |
| 10 | 6 | 6.0% |
| Value | Count | Frequency (%) |
| 10 | 6 | 6.0% |
| 9 | 11 | |
| 8 | 16 | |
| 7 | 14 | |
| 6 | 10 | |
| 5 | 8 | |
| 4 | 10 | |
| 3 | 10 | |
| 2 | 5 | 5.0% |
| 1 | 10 |
Shipping carriers
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Carrier B | |
|---|---|
| Carrier C | |
| Carrier A |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 900 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Carrier B |
|---|---|
| 2nd row | Carrier A |
| 3rd row | Carrier B |
| 4th row | Carrier C |
| 5th row | Carrier A |
Common Values
| Value | Count | Frequency (%) |
| Carrier B | 43 | |
| Carrier C | 29 | |
| Carrier A | 28 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| carrier | 100 | |
| b | 43 | |
| c | 29 | 14.5% |
| a | 28 | 14.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 300 | |
| C | 129 | |
| a | 100 | 11.1% |
| i | 100 | 11.1% |
| e | 100 | 11.1% |
| 100 | 11.1% | |
| B | 43 | 4.8% |
| A | 28 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 600 | |
| Uppercase Letter | 200 | 22.2% |
| Space Separator | 100 | 11.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 300 | |
| a | 100 | 16.7% |
| i | 100 | 16.7% |
| e | 100 | 16.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 129 | |
| B | 43 | 21.5% |
| A | 28 | 14.0% |
Space Separator
| Value | Count | Frequency (%) |
| 100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 800 | |
| Common | 100 | 11.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 300 | |
| C | 129 | |
| a | 100 | 12.5% |
| i | 100 | 12.5% |
| e | 100 | 12.5% |
| B | 43 | 5.4% |
| A | 28 | 3.5% |
Common
| Value | Count | Frequency (%) |
| 100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 300 | |
| C | 129 | |
| a | 100 | 11.1% |
| i | 100 | 11.1% |
| e | 100 | 11.1% |
| 100 | 11.1% | |
| B | 43 | 4.8% |
| A | 28 | 3.1% |
Shipping costs
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5481491 |
| Minimum | 1.0134866 |
|---|---|
| Maximum | 9.9298162 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.0134866 |
|---|---|
| 5-th percentile | 1.4055747 |
| Q1 | 3.5402477 |
| median | 5.320534 |
| Q3 | 7.6016949 |
| 95-th percentile | 9.5745308 |
| Maximum | 9.9298162 |
| Range | 8.9163297 |
| Interquartile range (IQR) | 4.0614472 |
Descriptive statistics
| Standard deviation | 2.6513755 |
|---|---|
| Coefficient of variation (CV) | 0.47788469 |
| Kurtosis | -1.1835666 |
| Mean | 5.5481491 |
| Median Absolute Deviation (MAD) | 2.231315 |
| Skewness | -0.053738287 |
| Sum | 554.81491 |
| Variance | 7.0297922 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.956572139 | 1 | 1.0% |
| 2.457933528 | 1 | 1.0% |
| 1.512936837 | 1 | 1.0% |
| 6.59961416 | 1 | 1.0% |
| 9.228190317 | 1 | 1.0% |
| 6.315717755 | 1 | 1.0% |
| 9.70528679 | 1 | 1.0% |
| 1.194251865 | 1 | 1.0% |
| 9.147811545 | 1 | 1.0% |
| 2.216142729 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1.013486566 | 1 | |
| 1.019487571 | 1 | |
| 1.194251865 | 1 | |
| 1.311023756 | 1 | |
| 1.32527401 | 1 | |
| 1.409801095 | 1 | |
| 1.45430531 | 1 | |
| 1.512936837 | 1 | |
| 1.532655274 | 1 | |
| 1.729568564 | 1 |
| Value | Count | Frequency (%) |
| 9.929816245 | 1 | |
| 9.898140508 | 1 | |
| 9.741291689 | 1 | |
| 9.716574771 | 1 | |
| 9.70528679 | 1 | |
| 9.567648921 | 1 | |
| 9.537283061 | 1 | |
| 9.235931437 | 1 | |
| 9.228190317 | 1 | |
| 9.160558535 | 1 |
Supplier name
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Supplier 1 | |
|---|---|
| Supplier 2 | |
| Supplier 5 | |
| Supplier 4 | |
| Supplier 3 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Supplier 3 |
|---|---|
| 2nd row | Supplier 3 |
| 3rd row | Supplier 1 |
| 4th row | Supplier 5 |
| 5th row | Supplier 1 |
Common Values
| Value | Count | Frequency (%) |
| Supplier 1 | 27 | |
| Supplier 2 | 22 | |
| Supplier 5 | 18 | |
| Supplier 4 | 18 | |
| Supplier 3 | 15 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| supplier | 100 | |
| 1 | 27 | 13.5% |
| 2 | 22 | 11.0% |
| 5 | 18 | 9.0% |
| 4 | 18 | 9.0% |
| 3 | 15 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 200 | |
| S | 100 | |
| u | 100 | |
| l | 100 | |
| i | 100 | |
| e | 100 | |
| r | 100 | |
| 100 | ||
| 1 | 27 | 2.7% |
| 2 | 22 | 2.2% |
| Other values (3) | 51 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 700 | |
| Uppercase Letter | 100 | 10.0% |
| Space Separator | 100 | 10.0% |
| Decimal Number | 100 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 200 | |
| u | 100 | |
| l | 100 | |
| i | 100 | |
| e | 100 | |
| r | 100 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 27 | |
| 2 | 22 | |
| 5 | 18 | |
| 4 | 18 | |
| 3 | 15 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 100 |
Space Separator
| Value | Count | Frequency (%) |
| 100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 800 | |
| Common | 200 | 20.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| p | 200 | |
| S | 100 | |
| u | 100 | |
| l | 100 | |
| i | 100 | |
| e | 100 | |
| r | 100 |
Common
| Value | Count | Frequency (%) |
| 100 | ||
| 1 | 27 | 13.5% |
| 2 | 22 | 11.0% |
| 5 | 18 | 9.0% |
| 4 | 18 | 9.0% |
| 3 | 15 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| p | 200 | |
| S | 100 | |
| u | 100 | |
| l | 100 | |
| i | 100 | |
| e | 100 | |
| r | 100 | |
| 100 | ||
| 1 | 27 | 2.7% |
| 2 | 22 | 2.2% |
| Other values (3) | 51 | 5.1% |
Location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Kolkata | |
|---|---|
| Mumbai | |
| Chennai | |
| Bangalore | |
| Delhi |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.84 |
| Min length | 5 |
Characters and Unicode
| Total characters | 684 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mumbai |
|---|---|
| 2nd row | Mumbai |
| 3rd row | Mumbai |
| 4th row | Kolkata |
| 5th row | Delhi |
Common Values
| Value | Count | Frequency (%) |
| Kolkata | 25 | |
| Mumbai | 22 | |
| Chennai | 20 | |
| Bangalore | 18 | |
| Delhi | 15 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| kolkata | 25 | |
| mumbai | 22 | |
| chennai | 20 | |
| bangalore | 18 | |
| delhi | 15 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 128 | |
| l | 58 | 8.5% |
| n | 58 | 8.5% |
| i | 57 | 8.3% |
| e | 53 | 7.7% |
| o | 43 | 6.3% |
| h | 35 | 5.1% |
| K | 25 | 3.7% |
| k | 25 | 3.7% |
| t | 25 | 3.7% |
| Other values (9) | 177 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 584 | |
| Uppercase Letter | 100 | 14.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 128 | |
| l | 58 | |
| n | 58 | |
| i | 57 | |
| e | 53 | |
| o | 43 | 7.4% |
| h | 35 | 6.0% |
| k | 25 | 4.3% |
| t | 25 | 4.3% |
| b | 22 | 3.8% |
| Other values (4) | 80 |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 25 | |
| M | 22 | |
| C | 20 | |
| B | 18 | |
| D | 15 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 684 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 128 | |
| l | 58 | 8.5% |
| n | 58 | 8.5% |
| i | 57 | 8.3% |
| e | 53 | 7.7% |
| o | 43 | 6.3% |
| h | 35 | 5.1% |
| K | 25 | 3.7% |
| k | 25 | 3.7% |
| t | 25 | 3.7% |
| Other values (9) | 177 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 684 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 128 | |
| l | 58 | 8.5% |
| n | 58 | 8.5% |
| i | 57 | 8.3% |
| e | 53 | 7.7% |
| o | 43 | 6.3% |
| h | 35 | 5.1% |
| K | 25 | 3.7% |
| k | 25 | 3.7% |
| t | 25 | 3.7% |
| Other values (9) | 177 |
Lead time
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.08 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 18 |
| Q3 | 25 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8462513 |
|---|---|
| Coefficient of variation (CV) | 0.5179304 |
| Kurtosis | -1.1745173 |
| Mean | 17.08 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | -0.32620585 |
| Sum | 1708 |
| Variance | 78.256162 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 18 | 9 | 9.0% |
| 24 | 6 | 6.0% |
| 10 | 6 | 6.0% |
| 28 | 6 | 6.0% |
| 25 | 6 | 6.0% |
| 29 | 5 | 5.0% |
| 26 | 5 | 5.0% |
| 21 | 4 | 4.0% |
| 4 | 4 | 4.0% |
| 1 | 4 | 4.0% |
| Other values (19) | 45 |
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 2 | 2 | 2.0% |
| 3 | 3 | |
| 4 | 4 | |
| 5 | 3 | |
| 6 | 1 | 1.0% |
| 7 | 2 | 2.0% |
| 8 | 2 | 2.0% |
| 9 | 2 | 2.0% |
| 10 | 6 |
| Value | Count | Frequency (%) |
| 30 | 2 | 2.0% |
| 29 | 5 | |
| 28 | 6 | |
| 27 | 3 | |
| 26 | 5 | |
| 25 | 6 | |
| 24 | 6 | |
| 23 | 3 | |
| 22 | 3 | |
| 21 | 4 |
Production volumes
Real number (ℝ)
| Distinct | 96 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.84 |
| Minimum | 104 |
|---|---|
| Maximum | 985 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 104 |
|---|---|
| 5-th percentile | 172.9 |
| Q1 | 352 |
| median | 568.5 |
| Q3 | 797 |
| 95-th percentile | 953.1 |
| Maximum | 985 |
| Range | 881 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 263.04686 |
|---|---|
| Coefficient of variation (CV) | 0.46324116 |
| Kurtosis | -1.2932782 |
| Mean | 567.84 |
| Median Absolute Deviation (MAD) | 230 |
| Skewness | -0.076547131 |
| Sum | 56784 |
| Variance | 69193.651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 791 | 2 | 2.0% |
| 671 | 2 | 2.0% |
| 867 | 2 | 2.0% |
| 171 | 2 | 2.0% |
| 215 | 1 | 1.0% |
| 358 | 1 | 1.0% |
| 444 | 1 | 1.0% |
| 152 | 1 | 1.0% |
| 258 | 1 | 1.0% |
| 775 | 1 | 1.0% |
| Other values (86) | 86 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 109 | 1 | |
| 152 | 1 | |
| 171 | 2 | |
| 173 | 1 | |
| 176 | 1 | |
| 177 | 1 | |
| 179 | 1 | |
| 198 | 1 | |
| 202 | 1 |
| Value | Count | Frequency (%) |
| 985 | 1 | |
| 971 | 1 | |
| 964 | 1 | |
| 963 | 1 | |
| 955 | 1 | |
| 953 | 1 | |
| 937 | 1 | |
| 934 | 1 | |
| 929 | 1 | |
| 921 | 1 |
Manufacturing lead time
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.77 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 14 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 8.9124303 |
|---|---|
| Coefficient of variation (CV) | 0.60341437 |
| Kurtosis | -1.2944597 |
| Mean | 14.77 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 0.18499721 |
| Sum | 1477 |
| Variance | 79.431414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 7 | 8 | 8.0% |
| 28 | 7 | 7.0% |
| 11 | 6 | 6.0% |
| 23 | 5 | 5.0% |
| 18 | 5 | 5.0% |
| 4 | 5 | 5.0% |
| 5 | 5 | 5.0% |
| 29 | 4 | 4.0% |
| 10 | 4 | 4.0% |
| 21 | 4 | 4.0% |
| Other values (20) | 47 |
| Value | Count | Frequency (%) |
| 1 | 3 | 3.0% |
| 2 | 3 | 3.0% |
| 3 | 3 | 3.0% |
| 4 | 5 | |
| 5 | 5 | |
| 6 | 3 | 3.0% |
| 7 | 8 | |
| 8 | 3 | 3.0% |
| 9 | 2 | 2.0% |
| 10 | 4 |
| Value | Count | Frequency (%) |
| 30 | 2 | 2.0% |
| 29 | 4 | |
| 28 | 7 | |
| 27 | 2 | 2.0% |
| 26 | 2 | 2.0% |
| 25 | 2 | 2.0% |
| 24 | 3 | |
| 23 | 5 | |
| 22 | 1 | 1.0% |
| 21 | 4 |
Manufacturing costs
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.266693 |
| Minimum | 1.0850686 |
|---|---|
| Maximum | 99.466109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.0850686 |
|---|---|
| 5-th percentile | 5.7820993 |
| Q1 | 22.983299 |
| median | 45.905622 |
| Q3 | 68.621026 |
| 95-th percentile | 97.113967 |
| Maximum | 99.466109 |
| Range | 98.38104 |
| Interquartile range (IQR) | 45.637726 |
Descriptive statistics
| Standard deviation | 28.982841 |
|---|---|
| Coefficient of variation (CV) | 0.61317683 |
| Kurtosis | -1.0923693 |
| Mean | 47.266693 |
| Median Absolute Deviation (MAD) | 23.065387 |
| Skewness | 0.19149769 |
| Sum | 4726.6693 |
| Variance | 840.00509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.27987924 | 1 | 1.0% |
| 20.07500398 | 1 | 1.0% |
| 46.8702388 | 1 | 1.0% |
| 55.7604929 | 1 | 1.0% |
| 30.66167748 | 1 | 1.0% |
| 11.44078182 | 1 | 1.0% |
| 77.62776581 | 1 | 1.0% |
| 97.11358156 | 1 | 1.0% |
| 7.057876147 | 1 | 1.0% |
| 42.08443674 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1.08506857 | 1 | |
| 1.597222743 | 1 | |
| 1.900762244 | 1 | |
| 4.465278435 | 1 | |
| 5.604690864 | 1 | |
| 5.79143663 | 1 | |
| 5.930693646 | 1 | |
| 7.057876147 | 1 | |
| 8.693042426 | 1 | |
| 9.005807429 | 1 |
| Value | Count | Frequency (%) |
| 99.4661086 | 1 | |
| 98.60995724 | 1 | |
| 97.82905011 | 1 | |
| 97.7305938 | 1 | |
| 97.12128175 | 1 | |
| 97.11358156 | 1 | |
| 96.52735279 | 1 | |
| 96.42282064 | 1 | |
| 95.33206455 | 1 | |
| 92.0651606 | 1 |
Inspection results
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Pending | |
|---|---|
| Fail | |
| Pass |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 5.23 |
| Min length | 4 |
Characters and Unicode
| Total characters | 523 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pending |
|---|---|
| 2nd row | Pending |
| 3rd row | Pending |
| 4th row | Fail |
| 5th row | Fail |
Common Values
| Value | Count | Frequency (%) |
| Pending | 41 | |
| Fail | 36 | |
| Pass | 23 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pending | 41 | |
| fail | 36 | |
| pass | 23 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 82 | |
| i | 77 | |
| P | 64 | |
| a | 59 | |
| s | 46 | |
| e | 41 | |
| d | 41 | |
| g | 41 | |
| F | 36 | |
| l | 36 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 423 | |
| Uppercase Letter | 100 | 19.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 82 | |
| i | 77 | |
| a | 59 | |
| s | 46 | |
| e | 41 | |
| d | 41 | |
| g | 41 | |
| l | 36 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 64 | |
| F | 36 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 523 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 82 | |
| i | 77 | |
| P | 64 | |
| a | 59 | |
| s | 46 | |
| e | 41 | |
| d | 41 | |
| g | 41 | |
| F | 36 | |
| l | 36 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 523 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 82 | |
| i | 77 | |
| P | 64 | |
| a | 59 | |
| s | 46 | |
| e | 41 | |
| d | 41 | |
| g | 41 | |
| F | 36 | |
| l | 36 |
Defect rates
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.277158 |
| Minimum | 0.018607568 |
|---|---|
| Maximum | 4.9392553 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.018607568 |
|---|---|
| 5-th percentile | 0.13045871 |
| Q1 | 1.00965 |
| median | 2.1418627 |
| Q3 | 3.5639953 |
| 95-th percentile | 4.7470562 |
| Maximum | 4.9392553 |
| Range | 4.9206477 |
| Interquartile range (IQR) | 2.5543454 |
Descriptive statistics
| Standard deviation | 1.4613655 |
|---|---|
| Coefficient of variation (CV) | 0.64174974 |
| Kurtosis | -1.1139982 |
| Mean | 2.277158 |
| Median Absolute Deviation (MAD) | 1.2702879 |
| Skewness | 0.12964432 |
| Sum | 227.7158 |
| Variance | 2.1355893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2264103608 | 1 | 1.0% |
| 3.63284329 | 1 | 1.0% |
| 4.620546065 | 1 | 1.0% |
| 3.213329607 | 1 | 1.0% |
| 2.078750608 | 1 | 1.0% |
| 1.830575599 | 1 | 1.0% |
| 1.362387989 | 1 | 1.0% |
| 1.983467872 | 1 | 1.0% |
| 0.1319554443 | 1 | 1.0% |
| 3.448063288 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.01860756763 | 1 | |
| 0.02116982137 | 1 | |
| 0.0453022624 | 1 | |
| 0.1006828516 | 1 | |
| 0.1020207549 | 1 | |
| 0.1319554443 | 1 | |
| 0.1594863147 | 1 | |
| 0.1658716275 | 1 | |
| 0.2264103608 | 1 | |
| 0.3334318252 | 1 |
| Value | Count | Frequency (%) |
| 4.939255289 | 1 | |
| 4.911095955 | 1 | |
| 4.854068026 | 1 | |
| 4.843456577 | 1 | |
| 4.754800805 | 1 | |
| 4.746648621 | 1 | |
| 4.620546065 | 1 | |
| 4.580592619 | 1 | |
| 4.548919659 | 1 | |
| 4.367470538 | 1 |
Transportation modes
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Road | |
|---|---|
| Rail | |
| Air | |
| Sea |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.57 |
| Min length | 3 |
Characters and Unicode
| Total characters | 357 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Road |
|---|---|
| 2nd row | Road |
| 3rd row | Air |
| 4th row | Rail |
| 5th row | Air |
Common Values
| Value | Count | Frequency (%) |
| Road | 29 | |
| Rail | 28 | |
| Air | 26 | |
| Sea | 17 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| road | 29 | |
| rail | 28 | |
| air | 26 | |
| sea | 17 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 74 | |
| R | 57 | |
| i | 54 | |
| o | 29 | 8.1% |
| d | 29 | 8.1% |
| l | 28 | 7.8% |
| A | 26 | 7.3% |
| r | 26 | 7.3% |
| S | 17 | 4.8% |
| e | 17 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 257 | |
| Uppercase Letter | 100 | 28.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 74 | |
| i | 54 | |
| o | 29 | 11.3% |
| d | 29 | 11.3% |
| l | 28 | 10.9% |
| r | 26 | 10.1% |
| e | 17 | 6.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 57 | |
| A | 26 | |
| S | 17 | 17.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 357 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 74 | |
| R | 57 | |
| i | 54 | |
| o | 29 | 8.1% |
| d | 29 | 8.1% |
| l | 28 | 7.8% |
| A | 26 | 7.3% |
| r | 26 | 7.3% |
| S | 17 | 4.8% |
| e | 17 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 357 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 74 | |
| R | 57 | |
| i | 54 | |
| o | 29 | 8.1% |
| d | 29 | 8.1% |
| l | 28 | 7.8% |
| A | 26 | 7.3% |
| r | 26 | 7.3% |
| S | 17 | 4.8% |
| e | 17 | 4.8% |
Routes
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| Route A | |
|---|---|
| Route B | |
| Route C |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 700 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Route B |
|---|---|
| 2nd row | Route B |
| 3rd row | Route C |
| 4th row | Route A |
| 5th row | Route A |
Common Values
| Value | Count | Frequency (%) |
| Route A | 43 | |
| Route B | 37 | |
| Route C | 20 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| route | 100 | |
| a | 43 | |
| b | 37 | 18.5% |
| c | 20 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 100 | |
| o | 100 | |
| u | 100 | |
| t | 100 | |
| e | 100 | |
| 100 | ||
| A | 43 | |
| B | 37 | 5.3% |
| C | 20 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 400 | |
| Uppercase Letter | 200 | |
| Space Separator | 100 | 14.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 100 | |
| A | 43 | |
| B | 37 | 18.5% |
| C | 20 | 10.0% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 100 | |
| u | 100 | |
| t | 100 | |
| e | 100 |
Space Separator
| Value | Count | Frequency (%) |
| 100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 600 | |
| Common | 100 | 14.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 100 | |
| o | 100 | |
| u | 100 | |
| t | 100 | |
| e | 100 | |
| A | 43 | |
| B | 37 | 6.2% |
| C | 20 | 3.3% |
Common
| Value | Count | Frequency (%) |
| 100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 700 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 100 | |
| o | 100 | |
| u | 100 | |
| t | 100 | |
| e | 100 | |
| 100 | ||
| A | 43 | |
| B | 37 | 5.3% |
| C | 20 | 2.9% |
Costs
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 529.24578 |
| Minimum | 103.91625 |
|---|---|
| Maximum | 997.41345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 103.91625 |
|---|---|
| 5-th percentile | 134.04373 |
| Q1 | 318.77846 |
| median | 520.43044 |
| Q3 | 763.07823 |
| 95-th percentile | 923.73036 |
| Maximum | 997.41345 |
| Range | 893.4972 |
| Interquartile range (IQR) | 444.29978 |
Descriptive statistics
| Standard deviation | 258.3017 |
|---|---|
| Coefficient of variation (CV) | 0.48805622 |
| Kurtosis | -1.1693231 |
| Mean | 529.24578 |
| Median Absolute Deviation (MAD) | 239.5189 |
| Skewness | 0.040144408 |
| Sum | 52924.578 |
| Variance | 66719.766 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 187.7520755 | 1 | 1.0% |
| 687.2861779 | 1 | 1.0% |
| 866.4728001 | 1 | 1.0% |
| 677.9445698 | 1 | 1.0% |
| 405.1670679 | 1 | 1.0% |
| 183.2728987 | 1 | 1.0% |
| 207.6632062 | 1 | 1.0% |
| 299.7063031 | 1 | 1.0% |
| 169.2718014 | 1 | 1.0% |
| 393.8433486 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 103.916248 | 1 | |
| 110.3643352 | 1 | |
| 123.4370275 | 1 | |
| 126.7230334 | 1 | |
| 127.8618 | 1 | |
| 134.3690969 | 1 | |
| 141.9202818 | 1 | |
| 164.3665282 | 1 | |
| 169.2718014 | 1 | |
| 183.2728987 | 1 |
| Value | Count | Frequency (%) |
| 997.4134501 | 1 | |
| 996.778315 | 1 | |
| 995.9294615 | 1 | |
| 990.0784725 | 1 | |
| 929.23529 | 1 | |
| 923.4406317 | 1 | |
| 882.1988635 | 1 | |
| 880.0809882 | 1 | |
| 879.3592177 | 1 | |
| 873.129648 | 1 |
| Price | Availability | Number of products sold | Revenue generated | Stock levels | Lead times | Order quantities | Shipping times | Shipping costs | Lead time | Production volumes | Manufacturing lead time | Manufacturing costs | Defect rates | Costs | Product type | SKU | Customer demographics | Shipping carriers | Supplier name | Location | Inspection results | Transportation modes | Routes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Price | 1.000 | 0.000 | 0.007 | 0.032 | 0.093 | 0.038 | 0.102 | 0.075 | 0.045 | 0.155 | -0.117 | -0.291 | -0.187 | -0.149 | 0.096 | 0.260 | 1.000 | 0.000 | 0.000 | 0.000 | 0.125 | 0.000 | 0.108 | 0.089 |
| Availability | 0.000 | 1.000 | 0.068 | -0.077 | -0.048 | 0.169 | 0.128 | -0.039 | -0.056 | -0.186 | 0.071 | 0.077 | 0.142 | 0.029 | -0.042 | 0.000 | 1.000 | 0.115 | 0.171 | 0.176 | 0.000 | 0.158 | 0.000 | 0.149 |
| Number of products sold | 0.007 | 0.068 | 1.000 | 0.002 | 0.056 | -0.031 | 0.027 | 0.090 | 0.050 | 0.046 | 0.167 | -0.077 | 0.035 | -0.086 | -0.035 | 0.161 | 1.000 | 0.147 | 0.000 | 0.175 | 0.193 | 0.187 | 0.000 | 0.000 |
| Revenue generated | 0.032 | -0.077 | 0.002 | 1.000 | -0.125 | -0.069 | 0.071 | -0.125 | -0.092 | -0.010 | -0.031 | 0.009 | -0.222 | -0.130 | 0.033 | 0.000 | 1.000 | 0.217 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 |
| Stock levels | 0.093 | -0.048 | 0.056 | -0.125 | 1.000 | 0.095 | -0.092 | -0.116 | 0.082 | 0.080 | 0.029 | -0.065 | 0.026 | -0.153 | -0.007 | 0.118 | 1.000 | 0.131 | 0.216 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 |
| Lead times | 0.038 | 0.169 | -0.031 | -0.069 | 0.095 | 1.000 | 0.119 | -0.028 | -0.118 | 0.005 | -0.137 | -0.011 | -0.020 | 0.005 | 0.246 | 0.114 | 1.000 | 0.000 | 0.054 | 0.000 | 0.090 | 0.000 | 0.036 | 0.241 |
| Order quantities | 0.102 | 0.128 | 0.027 | 0.071 | -0.092 | 0.119 | 1.000 | 0.003 | -0.004 | -0.086 | -0.064 | 0.104 | -0.035 | 0.006 | 0.153 | 0.137 | 1.000 | 0.202 | 0.000 | 0.038 | 0.034 | 0.000 | 0.000 | 0.086 |
| Shipping times | 0.075 | -0.039 | 0.090 | -0.125 | -0.116 | -0.028 | 0.003 | 1.000 | 0.062 | -0.052 | -0.064 | 0.020 | 0.037 | -0.035 | -0.023 | 0.000 | 1.000 | 0.000 | 0.142 | 0.000 | 0.000 | 0.000 | 0.157 | 0.081 |
| Shipping costs | 0.045 | -0.056 | 0.050 | -0.092 | 0.082 | -0.118 | -0.004 | 0.062 | 1.000 | 0.008 | -0.096 | -0.007 | 0.019 | 0.082 | 0.041 | 0.155 | 1.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 |
| Lead time | 0.155 | -0.186 | 0.046 | -0.010 | 0.080 | 0.005 | -0.086 | -0.052 | 0.008 | 1.000 | 0.188 | 0.015 | -0.124 | 0.280 | 0.049 | 0.161 | 1.000 | 0.000 | 0.104 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 |
| Production volumes | -0.117 | 0.071 | 0.167 | -0.031 | 0.029 | -0.137 | -0.064 | -0.064 | -0.096 | 0.188 | 1.000 | 0.195 | 0.079 | 0.117 | -0.078 | 0.000 | 1.000 | 0.000 | 0.000 | 0.155 | 0.088 | 0.000 | 0.000 | 0.138 |
| Manufacturing lead time | -0.291 | 0.077 | -0.077 | 0.009 | -0.065 | -0.011 | 0.104 | 0.020 | -0.007 | 0.015 | 0.195 | 1.000 | -0.137 | 0.120 | -0.094 | 0.081 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.257 | 0.000 | 0.000 |
| Manufacturing costs | -0.187 | 0.142 | 0.035 | -0.222 | 0.026 | -0.020 | -0.035 | 0.037 | 0.019 | -0.124 | 0.079 | -0.137 | 1.000 | 0.008 | -0.025 | 0.248 | 1.000 | 0.000 | 0.000 | 0.164 | 0.175 | 0.000 | 0.000 | 0.000 |
| Defect rates | -0.149 | 0.029 | -0.086 | -0.130 | -0.153 | 0.005 | 0.006 | -0.035 | 0.082 | 0.280 | 0.117 | 0.120 | 0.008 | 1.000 | 0.040 | 0.000 | 1.000 | 0.099 | 0.068 | 0.000 | 0.000 | 0.016 | 0.222 | 0.000 |
| Costs | 0.096 | -0.042 | -0.035 | 0.033 | -0.007 | 0.246 | 0.153 | -0.023 | 0.041 | 0.049 | -0.078 | -0.094 | -0.025 | 0.040 | 1.000 | 0.000 | 1.000 | 0.081 | 0.223 | 0.000 | 0.091 | 0.000 | 0.246 | 0.117 |
| Product type | 0.260 | 0.000 | 0.161 | 0.000 | 0.118 | 0.114 | 0.137 | 0.000 | 0.155 | 0.161 | 0.000 | 0.081 | 0.248 | 0.000 | 0.000 | 1.000 | 1.000 | 0.189 | 0.107 | 0.199 | 0.000 | 0.000 | 0.000 | 0.000 |
| SKU | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| Customer demographics | 0.000 | 0.115 | 0.147 | 0.217 | 0.131 | 0.000 | 0.202 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.081 | 0.189 | 1.000 | 1.000 | 0.000 | 0.030 | 0.000 | 0.140 | 0.000 | 0.000 |
| Shipping carriers | 0.000 | 0.171 | 0.000 | 0.000 | 0.216 | 0.054 | 0.000 | 0.142 | 0.000 | 0.104 | 0.000 | 0.000 | 0.000 | 0.068 | 0.223 | 0.107 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.158 | 0.145 | 0.000 |
| Supplier name | 0.000 | 0.176 | 0.175 | 0.066 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.155 | 0.000 | 0.164 | 0.000 | 0.000 | 0.199 | 1.000 | 0.030 | 0.000 | 1.000 | 0.000 | 0.279 | 0.205 | 0.000 |
| Location | 0.125 | 0.000 | 0.193 | 0.000 | 0.076 | 0.090 | 0.034 | 0.000 | 0.061 | 0.000 | 0.088 | 0.000 | 0.175 | 0.000 | 0.091 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.063 | 0.000 |
| Inspection results | 0.000 | 0.158 | 0.187 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.257 | 0.000 | 0.016 | 0.000 | 0.000 | 1.000 | 0.140 | 0.158 | 0.279 | 0.000 | 1.000 | 0.000 | 0.000 |
| Transportation modes | 0.108 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.157 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.222 | 0.246 | 0.000 | 1.000 | 0.000 | 0.145 | 0.205 | 0.063 | 0.000 | 1.000 | 0.000 |
| Routes | 0.089 | 0.149 | 0.000 | 0.000 | 0.000 | 0.241 | 0.086 | 0.081 | 0.000 | 0.000 | 0.138 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Product type | SKU | Price | Availability | Number of products sold | Revenue generated | Customer demographics | Stock levels | Lead times | Order quantities | Shipping times | Shipping carriers | Shipping costs | Supplier name | Location | Lead time | Production volumes | Manufacturing lead time | Manufacturing costs | Inspection results | Defect rates | Transportation modes | Routes | Costs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | haircare | SKU0 | 69.808006 | 55 | 802 | 8661.996792 | Non-binary | 58 | 7 | 96 | 4 | Carrier B | 2.956572 | Supplier 3 | Mumbai | 29 | 215 | 29 | 46.279879 | Pending | 0.226410 | Road | Route B | 187.752075 |
| 1 | skincare | SKU1 | 14.843523 | 95 | 736 | 7460.900065 | Female | 53 | 30 | 37 | 2 | Carrier A | 9.716575 | Supplier 3 | Mumbai | 23 | 517 | 30 | 33.616769 | Pending | 4.854068 | Road | Route B | 503.065579 |
| 2 | haircare | SKU2 | 11.319683 | 34 | 8 | 9577.749626 | Unknown | 1 | 10 | 88 | 2 | Carrier B | 8.054479 | Supplier 1 | Mumbai | 12 | 971 | 27 | 30.688019 | Pending | 4.580593 | Air | Route C | 141.920282 |
| 3 | skincare | SKU3 | 61.163343 | 68 | 83 | 7766.836426 | Non-binary | 23 | 13 | 59 | 6 | Carrier C | 1.729569 | Supplier 5 | Kolkata | 24 | 937 | 18 | 35.624741 | Fail | 4.746649 | Rail | Route A | 254.776159 |
| 4 | skincare | SKU4 | 4.805496 | 26 | 871 | 2686.505152 | Non-binary | 5 | 3 | 56 | 8 | Carrier A | 3.890548 | Supplier 1 | Delhi | 5 | 414 | 3 | 92.065161 | Fail | 3.145580 | Air | Route A | 923.440632 |
| 5 | haircare | SKU5 | 1.699976 | 87 | 147 | 2828.348746 | Non-binary | 90 | 27 | 66 | 3 | Carrier B | 4.444099 | Supplier 4 | Bangalore | 10 | 104 | 17 | 56.766476 | Fail | 2.779194 | Road | Route A | 235.461237 |
| 6 | skincare | SKU6 | 4.078333 | 48 | 65 | 7823.476560 | Male | 11 | 15 | 58 | 8 | Carrier C | 3.880763 | Supplier 3 | Kolkata | 14 | 314 | 24 | 1.085069 | Pending | 1.000911 | Sea | Route A | 134.369097 |
| 7 | cosmetics | SKU7 | 42.958384 | 59 | 426 | 8496.103813 | Female | 93 | 17 | 11 | 1 | Carrier B | 2.348339 | Supplier 4 | Bangalore | 22 | 564 | 1 | 99.466109 | Fail | 0.398177 | Road | Route C | 802.056312 |
| 8 | cosmetics | SKU8 | 68.717597 | 78 | 150 | 7517.363211 | Female | 5 | 10 | 15 | 7 | Carrier C | 3.404734 | Supplier 4 | Mumbai | 13 | 769 | 8 | 11.423027 | Pending | 2.709863 | Sea | Route B | 505.557134 |
| 9 | skincare | SKU9 | 64.015733 | 35 | 980 | 4971.145988 | Unknown | 14 | 27 | 83 | 1 | Carrier A | 7.166645 | Supplier 2 | Chennai | 29 | 963 | 23 | 47.957602 | Pending | 3.844614 | Rail | Route B | 995.929461 |
| Product type | SKU | Price | Availability | Number of products sold | Revenue generated | Customer demographics | Stock levels | Lead times | Order quantities | Shipping times | Shipping carriers | Shipping costs | Supplier name | Location | Lead time | Production volumes | Manufacturing lead time | Manufacturing costs | Inspection results | Defect rates | Transportation modes | Routes | Costs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | skincare | SKU90 | 13.881914 | 56 | 320 | 9592.633570 | Non-binary | 66 | 18 | 96 | 7 | Carrier B | 7.674431 | Supplier 3 | Bangalore | 8 | 585 | 8 | 85.675963 | Pass | 1.219382 | Rail | Route B | 990.078473 |
| 91 | cosmetics | SKU91 | 62.111965 | 90 | 916 | 1935.206794 | Male | 98 | 22 | 85 | 7 | Carrier B | 7.471514 | Supplier 4 | Delhi | 5 | 207 | 28 | 39.772883 | Pending | 0.626002 | Rail | Route B | 996.778315 |
| 92 | cosmetics | SKU92 | 47.714233 | 44 | 276 | 2100.129755 | Male | 90 | 25 | 10 | 8 | Carrier B | 4.469500 | Supplier 2 | Mumbai | 4 | 671 | 29 | 62.612690 | Pass | 0.333432 | Rail | Route B | 230.092783 |
| 93 | haircare | SKU93 | 69.290831 | 88 | 114 | 4531.402134 | Unknown | 63 | 17 | 66 | 1 | Carrier C | 7.006432 | Supplier 4 | Chennai | 21 | 824 | 20 | 35.633652 | Fail | 4.165782 | Air | Route A | 823.523846 |
| 94 | cosmetics | SKU94 | 3.037689 | 97 | 987 | 7888.356547 | Unknown | 77 | 26 | 72 | 9 | Carrier B | 6.942946 | Supplier 2 | Delhi | 12 | 908 | 14 | 60.387379 | Pass | 1.463607 | Rail | Route B | 846.665257 |
| 95 | haircare | SKU95 | 77.903927 | 65 | 672 | 7386.363944 | Unknown | 15 | 14 | 26 | 9 | Carrier B | 8.630339 | Supplier 4 | Mumbai | 18 | 450 | 26 | 58.890686 | Pending | 1.210882 | Air | Route A | 778.864241 |
| 96 | cosmetics | SKU96 | 24.423131 | 29 | 324 | 7698.424766 | Non-binary | 67 | 2 | 32 | 3 | Carrier C | 5.352878 | Supplier 3 | Mumbai | 28 | 648 | 28 | 17.803756 | Pending | 3.872048 | Road | Route A | 188.742141 |
| 97 | haircare | SKU97 | 3.526111 | 56 | 62 | 4370.916580 | Male | 46 | 19 | 4 | 9 | Carrier A | 7.904846 | Supplier 4 | Mumbai | 10 | 535 | 13 | 65.765156 | Fail | 3.376238 | Road | Route A | 540.132423 |
| 98 | skincare | SKU98 | 19.754605 | 43 | 913 | 8525.952560 | Female | 53 | 1 | 27 | 7 | Carrier B | 1.409801 | Supplier 5 | Chennai | 28 | 581 | 9 | 5.604691 | Pending | 2.908122 | Rail | Route A | 882.198864 |
| 99 | haircare | SKU99 | 68.517833 | 17 | 627 | 9185.185829 | Unknown | 55 | 8 | 59 | 6 | Carrier B | 1.311024 | Supplier 2 | Chennai | 29 | 921 | 2 | 38.072899 | Fail | 0.346027 | Rail | Route B | 210.743009 |